How to select the most appropriate set of actions for a given environment or task?
One idea I had was to create an adversarial network which generates words


It may be better to use for e.g. numbers instead of words, then map these numbers to the language of your choice like English in your case. This mapping can be changed to other languages and you will have a robot that overcomes language barriers.